Enterprise practice guide
How to Evaluate, Release, and Roll Back Digital Employees
A digital employee release is more than a code deployment. Prompts, SOPs, knowledge, tool contracts, guardrails, model routing, and employee configuration all change production behavior and need one evaluation and release discipline.
01
Evaluation is more than answer accuracy
A response can be textually correct while using the wrong tool, exceeding authority, skipping approval, or writing to the wrong object. Evaluate understanding, planning, tools, governance, and outcomes.
- Normal and boundary tasks
- Requests that must be refused
- Tasks requiring approval or takeover
- Tool failure and incomplete context
02
Govern every behavior asset through one gate
Generate a diff, then run static checks, offline evaluation, simulation, security review, and business approval. The gate records the baseline, change, evidence, and accountable owner.
03
Observe canary and rollback through one lens
Compare completion, policy refusal, takeover, tool errors, latency, and cost across versions. Rollback should restore employee configuration, tool contracts, routing, and governance rules together.